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Congo,	
  Dem.	
  Rep.	
   99	
   297	
  
Burundi	
   111	
   354	
  
Guinea-­‐Bissau	
   128	
   497	
  
Eritrea	
   147	
   584	
  
HaiA	
   410	
   1088	
  
Guinea	
   417	
   1113	
  
Bangladesh	
   462	
   1233	
  
Kenia	
   464	
   1470	
  
Cape	
  Verde	
   1632	
   3239	
  
Turkmenistan	
   1705	
   6138	
  
Ecuador	
   1746	
   7402	
  
Guatemala	
   1893	
   4367	
  
Chile	
   6229	
   13370	
  
Mexico	
   6591	
   13407	
  
CroaAa	
   6796	
   17219	
  
Czech	
  Republic	
   7632	
   23341	
  
Market	
  Prices	
   PPP	
  
GDP	
  Per	
  Capita	
  (1/2)	
  in	
  USD	
  $	
  
Poorest
x4
x4
x4
USA	
  is	
  387	
  Ames	
  richer	
  than	
  DR	
  Congo	
  (or	
  145X	
  in	
  PPP	
  terms)	
  
Australia	
   24401	
   33369	
  
Belgium	
   25055	
   33520	
  
Germany	
   25420	
   33665	
  
Canada	
   26143	
   36039	
  
Hong	
  Kong	
   34587	
   40599	
  
Switzerland	
   37789	
   37780	
  
United	
  States	
   38206	
   43179	
  
Japan	
   40481	
   31484	
  
PPP	
  
Richest
x4
Market	
  Prices	
  
GDP	
  Per	
  Capita	
  (2/2)	
  in	
  USD	
  $	
  
CumGDPi	
  
0	
  
0.1	
  
0.2	
  
0.3	
  
0.4	
  
0.5	
  
0.6	
  
0.7	
  
0.8	
  
0.9	
  
1	
  
0	
   0.1	
   0.2	
   0.3	
   0.4	
   0.5	
   0.6	
   0.7	
   0.8	
   0.9	
   1	
  
India	
   China	
  
USA	
  
Bangladesh	
  
Pakistan	
  
Nigeria	
  
Indonesia	
  
Egypt	
  
Brazil	
  
Mexico	
  
Russia	
  
Japan	
  
Germany	
  France	
  
UK	
  
Italy	
  
CumulaAve	
  world	
  populaAon	
  
CumulaAve	
  world	
  income	
  
Korea	
  
Global	
  Income	
  DistribuAon	
  	
  
Would	
  you	
  rather	
  be	
  rich	
  in	
  a	
  
poor	
  country,	
  or	
  poor	
  in	
  a	
  rich	
  
country?	
  	
  
(credit	
  to	
  Dani	
  Rodrik)	
  
Norway’s	
  poorest	
  5%	
  has	
  a	
  representaAve	
  income	
  
of	
  ~$13K	
  
	
  
In	
  Niger,	
  the	
  richest	
  5%	
  of	
  the	
  populaAon	
  has	
  a	
  
representaAve	
  income	
  of	
  ~$2K	
  
WHAT’S	
  BEHIND	
  
GROWTH?	
   income
institutionsintegration
geographyexogenous
partly
endogenous
endogenous endowments productivity
Source: Dani Rodrik
WHAT’S	
  BEHIND	
  
GROWTH?	
  
HUMAN	
  CAPITAL	
  
Robert	
  Solow,	
  Nobel	
  Prize	
  in	
  
Economics	
  1987	
  
•  Solow	
  developed	
  one	
  of	
  the	
  
most	
  influenAal	
  economic	
  
growth	
  models.	
  
	
  
•  Income	
  growth	
  based	
  on	
  
factor	
  accumulaAon	
  is	
  a	
  
transiAonal	
  phenomenon,	
  
as	
  countries	
  move	
  toward	
  a	
  
“steady	
  state”.	
  No	
  growth	
  in	
  
the	
  long	
  run	
  without	
  
technological	
  advancement.	
  
•  Convergence:	
  poorer	
  
countries	
  grow	
  faster	
  than	
  
richer	
  countries,	
  as	
  they	
  
“catch	
  up”	
  capital	
  
accumulaAon.	
  
Years	
  of	
  schooling	
  and	
  income	
  per	
  capita	
  1965-­‐2005	
  
France	
  1985	
  
US$	
  21315	
  
	
  Mexico	
  1993	
  
10544	
  
Ghana	
  1998=1015	
  
GDP	
  per	
  capita	
  in	
  constant	
  dollars,	
  logs	
  
Thailand	
  2005	
  
US$	
  6751	
  
	
  
Mexico	
  2005	
  
US$	
  12593	
  
France	
  1993	
  
US$	
  24430	
  
	
  
WHAT’S	
  BEHIND	
  
GROWTH?	
   income
institutionsintegration
geographyexogenous
partly
endogenous
endogenous endowments productivity
Source: Dani Rodrik
WHAT’S	
  BEHIND	
  
GROWTH?	
  
institutions
•  “Institutions are the humanly devised
constraints that shape human interaction in a
society” (North, 1990)
•  Daron Acemoglu (MIT) and his co-authors
have pioneered the theory of institutions as
the main input for economic growth:
•  Countries are less developed where colonizers
created “extractive” institutions (i..e. LAC, Africa)
•  Corruption, lack of trust, type of “culture”,
doing business, regulations, bureaucracy,
social capital, etc.
•  Markets require (proper) institutions to work.
In their absence, markets cannot work.
AGO
ALB ARG
ARM
ATG
AUSAUT
AZE
BDI
BEL
BEN
BFA
BGD
BGR
BIH
BLR
BLZ
BOL
BRA
BWA
CAF
CAN
CHE
CHL
CHN
CIV
CMR
COG
COL
COM
CPV
CRI
CYP
CZE
DEU
DJI
DMA
DNK
DOM
DZAECU
EGY
ERI
ESP
EST
ETH
FIN
FJI
FRA
GAB
GBR
GEO
GHA
GIN
GMB
GNB
GRC
GRD
GTM
GUY
HKG
HND
HRV
HTI
HUN
IDN
IND
IRL
IRN
ISL
ISRITA
JAM
JOR
JPN
KAZKEN KGZKHM
KNA KOR
LAO
LBN
LCA
LKALSO
LTU
LUX
LVA
MAR
MDA
MDG MEX
MKDMLI
MLT
MNG
MOZ MRT
MUS
MWI
MYS
NAM
NER
NGA
NIC
NLD
NOR
NPL
NZL
PAK
PAN
PERPHL
PNG
POL
PRT
PRY
ROM
RUS
RWA
SAU
SDN
SEN
SGP
SLBSLE
SLV
SVK
SVN
SWE
SWZ
SYC
SYR
TCD
TGO
THA
TJK
TKM
TON
TTOTUN
TUR
TZA
UGA UKR
URY
USA
UZB
VCT
VEN
VNM
VUT
YEM
ZAF
ZAR
ZMB
-2-10123
2.5 3 3.5 4 4.5 5
LYPPPK
est. Rule of Law Fitted values
GDP	
  per	
  capita	
  (log)	
  
WHAT’S	
  BEHIND	
  
GROWTH?	
   income
institutionsintegration
geographyexogenous
partly
endogenous
endogenous endowments productivity
Source: Dani Rodrik
WHAT’S	
  BEHIND	
  
GROWTH?	
  
integration
Trade:
•  Opening to trade allow us to import what we are not
good at, and export what we are good at.
•  Most productive firms survive, allowing for
“reallocation” of resources to more productive
activities.
Foreign Direct Investment (Capital):
•  More productive firms arrive,
“spilling” their productivity to
domestic firms.
Migration:
•  Allows for easier trade and capital flows
•  Boost knowledge diffusion across countries boosting
productivity
•  By	
  1960,	
  migrants	
  made	
  up	
  2.63%	
  of	
  the	
  global	
  populaAon,	
  whereas	
  exports	
  of	
  
goods	
  and	
  services	
  accounted	
  for	
  12.7%	
  of	
  global	
  GDP.	
  	
  
•  By	
  2010,	
  these	
  numbers	
  were	
  3.11%and	
  28.19%,	
  respecAvely.	
  	
  
WHAT’S	
  BEHIND	
  
GROWTH?	
   income
institutionsintegration
geographyexogenous
partly
endogenous
endogenous endowments productivity
Source: Dani Rodrik
WHAT’S	
  BEHIND	
  
GROWTH?	
  
geography
How geography correlates with income?
•  Climate defines endowments and type of
activities poor countries could made in the past
(agriculture)
•  Being landlocked (or far away) reduces
integration.
•  Some diseases are more prevalent in tropics (i.e.
malaria), affecting productivity
•  Knowledge tends to diffuse very locally
STP
ECU
UGA
GAB
KEN
SGP
KIR
RWA
MYS
BDI
GNQ
CMR
MDV
COG
ZAR
CAF
SYC
COL
BRN
GHA
SUR
IDN
TGO
TZA
LBR
BEN
GUY
CIV
FSM
LKA
SLE
TMP
AGO
PAN
ETH
NGASLB
PNG
GIN
CRI
VEN
TTO
KHM
DJI
COM
GNB
GRDPER
NIC
TCD
BFAMLI
VCT
GMB
NER
SLV
THA
WSM
MWI
LCA
HNDPHL
GTM
SEN
CPV
DMA
ERI
YEM
ZMB
SDN
BRA
ATG
BLZ
KNA
VUT
JAM
LAO
FJI
MRT
DOM
HTI
MDG
BOL
MEX
MUS
VNM
TON
HKG
MAC
NAM
BGD
SAU
BWA
PRY
ZAF
MOZ
SWZ
BTN
NPL
IND
LSO
EGYJOR
ISR
LBYCHL
SYR
PAK
LBN
MAR
ARG
URY
CYP
AUS
IRN
JPN
MLT
TUNDZA
KOR
GRC
TJK
PRT
USA
CHN
TUR
ARM
AZE
ESP
UZB
ALB
GEO
ITA
MKD
BGR
KGZ
BIH
NZL
ROM
CAN
HRV
SVN
CHE
MDA
HUN
MNG
SVK
AUT
FRA
LUX
CZE
UKR
BEL
KAZ
GBR
POL
NLD
DEU
IRL
BLR
LTU
DNK
RUS
LVA
SWE
EST
NOR
FIN
ISL
67891011
0 20 40 60
Absolute Latitute
lnyppppc Fitted values
Source: WDI (2008)
Absolute Latitude Vs. Ln GDP PPP Per Cap
Knowledge	
  intensity	
  
Distance	
  between	
  HQ	
  and	
  Subsidiary	
  
Knowledge	
  intensity	
  
Distance	
  between	
  HQ	
  and	
  Subsidiary	
  
Source:	
  Bahar,	
  D.	
  “Heavier	
  than	
  air?	
  Knowledge	
  diffusion	
  within	
  the	
  mul7na7onal	
  firm”	
  (2015)	
  
Knowledge	
  travels	
  short	
  geographic	
  distances:	
  even	
  within	
  a	
  large	
  MNC	
  
WHAT’S	
  BEHIND	
  
GROWTH?	
   income
institutionsintegration
geographyexogenous
partly
endogenous
endogenous endowments productivity
Source: Dani Rodrik
WHAT’S	
  BEHIND	
  
GROWTH?	
  
productivity
What is productivity?
IGNORANCE
A measure
of our OWN
Moses Abramovitz (1956)
“
”	
  
Technology	
   Management	
   Resource	
  ReallocaAon	
  
within	
  and	
  between	
  firms	
  
Productivity
Knowing
how to do
more with
the same
resources
Productive Knowledge,
Development and
Growth
P	
  R	
  O	
  D	
  U	
  C	
  T	
  S	
  
C	
  
O	
  
U	
  
N	
  
T	
  
R	
  
I	
  
E	
  
S	
  
C	
  
O	
  
U	
  
N	
  
T	
  
R	
  
I	
  
E	
  
S	
  
P	
  R	
  O	
  D	
  U	
  C	
  T	
  S	
  
The
Theory of Economic
Development…
If you have only one letter…
… there aren’t many words to write.
If you have three letters…
You can write:
Now you have four letters…
You can write:
Think about all the words
you could write with:
You could write 595 words, such as:
The more letters you have, the more
new words you can write with any
extra letter…
… and longer words
Fraction of the alphabet available
FractionofProductsthatarefeasible
Increasing returns to accumulating letters
We measure accumulated knowledge based
on the products a country exports
Accumulated knowledge (“# of letters”)
IncomePerCapita
Why so few
countries
develop?
How come
knowledge does
not diffuse
immediately from
place to place?
Knowledge has a
large tacit
component.
Michael Polanyi (1966)
Channels for
knowledge
transmission are
limited to human
interaction
Kenneth Arrow (1969)
Knowledge is hard
to transfer and
hard to acquire
Productive knowledge is also tacit
Countries face the “chicken and egg problem”
•  You cannot make watches without watchmakers
•  You don’t want to be watchmaker if nobody makes watches
•  You cannot become a watchmaker because there are not
watchmakers to learn from
•  How does the world deal with this?
•  By moving towards products that “share”
knowhow and knowledge
ELECTRONICS
MACHINERY
AIRCRAFT
BOILERS
SHIPS
METAL PRODUCTS
CONSTR. MATL. & EQPT.
HOME & OFFICE
PULP & PAPER
CHEMICALS & HEALTH
AGROCHEMICALS
OTHER CHEMICALS
INOR. SALTS & ACIDS
PETROCHEMICALS
LEATHER
MILK & CHEESE
ANIMAL FIBERS
MEAT & EGGS
FISH & SEAFOOD
TROPICAL AGRIC.
CEREALS & VEG. OILS
COTTON/RICE/SOY & OTHERS
TOBACCO
FRUIT
MISC. AGRICULTURE
NOT CLASSIFIED
TEXTILE & FABRICS
GARMENTS
FOOD PROCESSING
BEER/SPIRITS & CIGS.
PRECIOUS STONES
COAL
OIL
MINING
The process of development
• Involves accumulating
more letters (knowledge)
• …and expressing them in
more words (products)
• …and in longer words
(more complex products)
In a perfect world…
… innovators have access to all inputs (letters)!
Emerging markets…
…tend to have many missing letters,
and many “chicken and egg” problems
Ghana
GDPpc in 1960:
~USD 180
Thailand
GDPpc in 1960:
~USD 100
Vs
No differential trend in years of schooling…
Ghana’s	
  “Product	
  Space”	
  in	
  1962	
  
Ghana’s	
  “Product	
  Space”	
  in	
  2013	
  
Thailand’s	
  “Product	
  Space”	
  in	
  1962	
  
Thailand’s	
  “Product	
  Space”	
  in	
  2013	
  
Our	
  research	
  
suggests	
  that	
  not	
  
only	
  the	
  
“quanAty”	
  of	
  
exports	
  ma^er,	
  
but	
  rather	
  the	
  
knowledge	
  and	
  
knowhow	
  
embedded	
  in	
  the	
  
export	
  basket…	
  
Δ
Vs01000200030004000
GDPpercapita(constant2005US$)
1960 1970 1980 1990 2000 2010
Year
Ghana Thailand
South	
  Korea:	
  An	
  Asian	
  “Tiger”	
  
1965
See	
  more	
  at	
  
hlp://atlas.cid.harvard.edu/	
  
“Knowledge	
  and	
  skill	
  diffusion	
  is	
  the	
  
key	
  to	
  overall	
  producAvity	
  growth	
  as	
  well	
  
as	
  the	
  reducAon	
  of	
  inequality	
  both	
  
within	
  and	
  between	
  countries”	
  	
  (Pike^y	
  2014)	
  
.38.4.42.44.46.48
CPS_Gini
−5 0 5 10 15 20
Time from MDP Establishment
Winner Loser
15	
  years	
  down	
  the	
  line,	
  the	
  
average	
  “winner”	
  county	
  
ranks	
  0.02	
  points	
  lower	
  in	
  
the	
  Gini	
  coefficient,	
  across	
  all	
  
MSAs	
  
	
  
Source:	
  Bahar,	
  D.	
  “TTes7ng	
  Pike>y:	
  A	
  natural	
  experiment	
  on	
  knowledge	
  diffusion	
  and	
  inequality	
  dynamics	
  in	
  America”,	
  (2015)	
  
A framework
to think on
solving
problems in
developing
countries…
wtf?
What’s the
(market)
failure?
Market failures that stop the
“invisible hand”
•  Unequal access to economic
resources (i.e. credit, full information,
risk uncertainty)
•  Social and private returns differ,
externalities (i.e. pollution, workers’
trainings, etc.)
•  Institutional failures (e.g. corruption,
too much or too little regulation, etc.)
•  Poor macroeconomics (e.g. inflation
or deflation)
•  Coordination failures (e.g. lack of
infrastructure, lack of complementary
markets)
•  A good solution understands
the market failure (the
cause) and not solves only a
symptom
•  For example: Why should the
gov’t subsidize
entrepreneurs? Why can’t
entrepreneurs raise money?
•  The solution must provide
the proper incentives, b/c
otherwise it wont work!
•  Does providing mosquito
nets help reducing malaria?
•  How to determine what the market
failure is? Ask questions like:
•  What is the structure of
incentives that generates this
problem?
•  Why hasn’t the private sector
done this yet? Are the ones who
overcome this failure are rare?
•  Will the solution change the
incentives to achieve the goal?
For effective policy, our work to ask the “wtf”
question, and why is this solution addressing the
cause of the problem and not only a symptom.
“State-of-the-art”
program
evaluation
RCTs Plan	
  your	
  
own	
  pilot!	
  
Thank you
For further questions or suggestions, email or
follow me at:
db21@post.harvard.edu
@dany_bahar

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